SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

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Showing 8301–8350 of 10817 papers

TitleStatusHype
INAOE\_UPV-CORE: Extracting Word Associations from Document Corpora to estimate Semantic Textual Similarity—0
CPSDBench: A Large Language Model Evaluation Benchmark and Baseline for Chinese Public Security Domain—0
IM-RAG: Multi-Round Retrieval-Augmented Generation Through Learning Inner Monologues—0
CP-Router: An Uncertainty-Aware Router Between LLM and LRM—0
Improving Zero-shot Reader by Reducing Distractions from Irrelevant Documents in Open-Domain Question Answering—0
Improving Zero-Shot Event Extraction via Sentence Simplification—0
CPopQA: Ranking Cultural Concept Popularity by LLMs—0
Improving Zero-Shot Cross-lingual Transfer for Multilingual Question Answering over Knowledge Graph—0
Improving Word Representations via Global Context and Multiple Word Prototypes—0
CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational Pathology—0
Attentive Explanations: Justifying Decisions and Pointing to the Evidence (Extended Abstract)—0
Improving VQA and its Explanations \\ by Comparing Competing Explanations—0
Improving Visual Question Answering Models through Robustness Analysis and In-Context Learning with a Chain of Basic Questions—0
Co-VQA : Answering by Interactive Sub Question Sequence—0
Improving Visual Question Answering by Referring to Generated Paragraph Captions—0
Improving Vietnamese Legal Question--Answering System based on Automatic Data Enrichment—0
Co-VQA : Answering by Interactive Sub Question Sequence—0
Attentive Explanations: Justifying Decisions and Pointing to the Evidence—0
Improving Vietnamese Legal Document Retrieval using Synthetic Data—0
Improving Users' Mental Model with Attention-directed Counterfactual Edits—0
Improving Unsupervised Question Answering via Summarization-Informed Question Generation—0
Improving Uncertainty Quantification in Large Language Models via Semantic Embeddings—0
CoVLM: Composing Visual Entities and Relationships in Large Language Models Via Communicative Decoding—0
Attentive Deep Neural Networks for Legal Document Retrieval—0
A Discourse-Driven Content Model for Summarising Scientific Articles Evaluated in a Complex Question Answering Task—0
A Chain-of-Thought Is as Strong as Its Weakest Link: A Benchmark for Verifiers of Reasoning Chains—0
mSTEB: Massively Multilingual Evaluation of LLMs on Speech and Text Tasks—0
Improving Twitter Named Entity Recognition using Word Representations—0
Improving Time Sensitivity for Question Answering over Temporal Knowledge Graphs—0
COVIDRead: A Large-scale Question Answering Dataset on COVID-19—0
Improving the Question Answering Quality using Answer Candidate Filtering based on Natural-Language Features—0
AttentionRNN: A Structured Spatial Attention Mechanism—0
Improving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question Answering—0
Improving Temporal Relation Extraction with Training Instance Augmentation—0
Improving TCM Question Answering through Tree-Organized Self-Reflective Retrieval with LLMs—0
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation—0
Attention Overlap Is Responsible for The Entity Missing Problem in Text-to-image Diffusion Models!—0
Improving Span-based Question Answering Systems with Coarsely Labeled Data—0
Improving Skin Condition Classification with a Visual Symptom Checker Trained using Reinforcement Learning—0
Improving Skin Condition Classification with a Question Answering Model—0
Improving Semantic Parsing via Answer Type Inference—0
CourseGPT-zh: an Educational Large Language Model Based on Knowledge Distillation Incorporating Prompt Optimization—0
Improving Retrieval for RAG based Question Answering Models on Financial Documents—0
CourseAssist: Pedagogically Appropriate AI Tutor for Computer Science Education—0
A Discourse-Annotated Corpus of Conjoined VPs—0
Coupling Knowledge-Based and Data-Driven Systems for Named Entity Recognition—0
Improving Reliability and Explainability of Medical Question Answering through Atomic Fact Checking in Retrieval-Augmented LLMs—0
Improving Question Classification by Feature Extraction and Selection—0
AttentionMeSH: Simple, Effective and Interpretable Automatic MeSH Indexer—0
Improving Question Answering with Generation of NQ-like Questions—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified